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def square(x): """square()""" return x * x
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def get_gear_ratio(g: int, gear_ratios: dict): """get gear ratio Args: g (int): gear gear_ratios (dict): mapping of gear to gear ratio Returns: [float]: gear ratio """ return gear_ratios[g]['ratio']
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def search(strings, chars): """Given a sequence of strings and an iterator of chars, return True if any of the strings would be a prefix of ''.join(chars); but only consume chars up to the end of the match.""" if not all(strings): return True tails = strings for ch in chars: tail...
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import random def unicode_encode_invalid(): """ Generate invalid unicode data. :return: a tuple of invalid unicode codepoint and empty bytes. """ def out_of_unicode(): return random.randint(0x110000, 0xFFFFFFFF) def in_surrogate(): return random.randint(0xD800, 0xDFFF) w...
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def key_value_list(d): """ This function iterates over all the key-value pairs of a dictionary and returns a list of tuples (key, value). Parameters ---------- d : Union[dict, list] The dictionary to iterate through Return ------ str A list of tuples (key, value). ...
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def fill_leaf_values(tree): """ Recursive function that populates empty dict leaf nodes. This function will look for all the leaf nodes in a dictionary and replace them with a value that looks like the variable in the template - e.g. {{ foo }}. >>> fill_leaf_values({'a': {}, 'b': 'c': {}})...
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def process_xpath(xpath, trigger): """ Process the xpath to extract data from a trigger @param xpath - xpath location in trigger @param trigger - trigger metadata to extract XPath """ ret = trigger parts = xpath.replace("xpath.", "").split(".") for part in parts: if ret is None ...
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def quadinterp(x, x0, x1, x2, y0, y1, y2): """ Quadratic interpolation """ L0 = (x-x1)*(x-x2) / ( (x0-x1)*(x0-x2) ) L1 = (x-x0)*(x-x2) / ( (x1-x0)*(x1-x2) ) L2 = (x-x0)*(x-x1) / ( (x2-x0)*(x2-x1) ) return y0*L0 + y1*L1 + y2*L2
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import json import collections def load_json_file(filename, use_ordered_dict=True): """ Load a dictionary from a file Parameters ---------- * filename: string \tThe path to the saved json file. * use_ordered_dict: bool \tIf set to True dicts are read as OrderedDicts. """ tmp = Non...
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def _all_none(*args): """Returns a boolean indicating if all arguments are None""" for arg in args: if arg is not None: return False return True
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def _cuda_dot_product(a, b): """Calculate the dot product between two 1D arrays of length 3. Parameters ---------- a : numba.cuda.cudadrv.devicearray.DeviceNDArray b : numba.cuda.cudadrv.devicearray.DeviceNDArray Returns ------- float """ return a[0] * b[0] + a[1] * b[1] + a[2]...
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def pad(block, block_length): """ Pads a block with padding bytes to make it to the required length, in this case, 128 bits. PKCS5 padding Parameters ---------- block : string Block to be padded written in hexadecimal as string. block_length : int Block length in ...
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import pickle def load_pickled(filename: str) -> dict: """ The function loads pickled items / sessions object. Parameters ---------- filename : str Returns ------- pickled_object : dict """ with open(filename, 'rb') as stored_data: pickled_object = pickle.load(stored_...
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from datetime import datetime def instantiate_datetime_object(datetime_stamps): """Takes a datestamp as a string and instatiates it into an object. >>> datetime_stamps = [u'2016-09-10T15:35-07:00', u'2016-09-10T16:48-07:00'] >>> instantiate_datetime_object(datetime_stamps) [datetime.datetime(2016, 9,...
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import statistics def average(numbers, averagetype='mean'): """ Find the average of a list of numbers :type numbers: list :param numbers: The list of numbers to find the average of. :type averagetype: string :param averagetype: The type of average to find. >>> average([1, 2, 3, 4, 5], '...
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def hr_sub(match): """Matches a horizontal rule.""" return '\n\n<hr/>\n\n'
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def spin_inversion(x,N,sign_ptr,args): """ works for all system sizes N. """ xmax = args[0]# maximum integer return x^xmax
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def error(text): """ Error Function with Red Color texted retrun string """ return text
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def make_cached_property(func, cache_on_class=False): """Helper function for cached_property and class_cached_property decorator.""" attr_name = "_cache_" + func.__name__ @property def _cached_property(self): obj = self.__class__ if cache_on_class else self if not hasattr(obj, attr_nam...
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from typing import Optional from typing import List def _media_option( argument: Optional[str], prefix: str, *, allow_auto: bool = False, min_num: int = 1, max_num: int = 12, ) -> List[str]: """Validate the number of columns (out of 12). One or four integers (for "xs sm md lg") betwee...
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def parse_line(line): """0 <-> 454, 528, 621, 1023, 1199""" line = line.split(" ") return {"id": int(line[0]), 'connected': list(map(lambda num: int(num.replace(",", "")), line[2:]))}
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import math def get_objectives(data): """Get a list of all first chromosomes' objective values.""" objectives = [math.log(population[0]["objective"]) for population in data] # objectives = [population[0]["objective"] for population in data] return objectives
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def parse_group_benefits_in_kind(table): """ ukparl_groups Parses the Benefits In Kind table """ headings = { "0": "Source", "1": "Description", "2": "Value£sInbandsof£1,500", "3": "Received", "4": "Registered", } fields = { "0": "interest_fr...
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import requests def total_search(size=50, page=0): """Finn de første antallet = 'size' fra side 'page' og få ut json""" size = min(size, 50) r = requests.get( "https://api.nb.no:443/catalog/v1/items", params = { 'filter':'mediatype:bilder', 'page':page, ...
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def get_raw_instances(self): """ Documentation: --- Description: Associate each EC2 instance ID with its EC2 instance object. --- Returns: raw_instances : dict Dictonary where the keys are EC2 instance IDs and the values ar...
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import re def camel_to_snake_case(camel_cased_string): """Convert the format of the given string from CamelCase to snake_case. Args: camel_cased_string: the string in CamelCase format. Returns: the same string, but in snake_case format. """ return re.sub(r"(?<!^)(?=[A-Z])", "_", cam...
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def assign_ctr(df): """calculate ctr and assign new col "position" Arguments: df -- source DataFrame """ return df.assign(ctr= lambda x: x.clicks / x.impressions)
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import time def get_date(): """ gives you the date in form: day - month - year :rtype: str """ return time.strftime('%d-%m-%Y')
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import types def is_function(obj): """Check if obj is function(lambda function or user defined method) or not""" return isinstance(obj, (types.FunctionType, types.MethodType, types.LambdaType))
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import os import json def load_pretrained_models_json(): """ Loads pretrained_model.json data and returns it. """ with open(os.path.join(os.path.dirname(os.path.abspath(__file__)), os.pardir, os.pardir, 'pretrained_models.json')) as json_file: data = json.load(json_file) return data['...
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def is_not_phage_func(x): """ These are some annotations that are definitely not phages, but often look like them. :param x: the function to test :return: True if it is NOT a phage function. Note that False suggests it maybe a phage function, but may not be (we are not sure)! """ x = x...
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def _LoadWords(dict_file): """Returns a set of all the words in the dict file.""" words = set(word.strip().upper() for word in open(dict_file)) # Remove all single letter words except A, I. for c in 'BCDEFGHJKLMNOPQRSTUVWXYZ': words.remove(c) return words
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def process(data, template_name_key, split_char=";", **kwargs): """ Function to split templates. e.g. if ``template_name_key`` value contains several templates, this processor will split them using ``split_char`` and produce data item for each template coping data accordingly. :param data:...
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import math def Collision(cilantropicx, cilantropicy, chickenpicx, chickenpicy): """This function calculates the distance between chicken and a cilantro image on the screen to check if they "collided" and returns True or False. Since our images appear to accurately "collide" when their distance is 40 pixels, the ...
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import numpy def generateParentInfo(mlMesh): """ get array P[l,e] = e_c, where element e_c is the parent of element e P[0,:] = -1 """ #mwf now use new interface P = mlMesh.elementParentsArrayList P = {} nLevels = len(mlMesh.meshList) P[0] = numpy.ones((mlMesh.meshList[0].nEleme...
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def dt_name(value, member_id=None): """ Format name complex data type :param value: :param f_value """ if isinstance(value, str): return value f_value = "" for n in value: family_str = "" given_str = "" suffix_str = "" if 'given' in n: ...
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def is_online(): """ Being able to call this function means the server is online and able to handle requests. :return: True """ return True
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import zipfile import os def unzip_delete(path,delete = True): """ Unzip a zip file and delete the .zip file. """ with zipfile.ZipFile(path, 'r') as zip_ref: zip_ref.extractall(path.replace(".zip","")) if delete == True: os.remove(path) return path.replace(".zip","")
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def filtermetadata(text): """Extract just the revision data from source text. Returns ``text`` unless it has a metadata header, in which case we return a new buffer without hte metadata. """ if not text.startswith(b'\x01\n'): return text offset = text.index(b'\x01\n', 2) return tex...
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def get_required_attribute(el, key): """ Get attribute key of element *el*. :raises: :exc:`ValueError` if key not found """ val = el.get(key) if val == None: raise ValueError('required attribute missing: ' + key) return val
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def calc_histograms(img_to_show): """Calculate histograms Get R, G, B histogram values from an image. Args: img_array (image obj): image object to use Returns: r (list): list of histogram values for red pixels g (list): list of histogram values for green pixels b (list)...
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import os def id_detect(d): """ Auto detect next free id in directory d """ mx = 0 for f in os.listdir(d): if os.path.isdir(os.path.join(d, f)): try: i = int(f) mx = max(mx, i) except: pass print('Detected course I...
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def check_bounds(position, limit, buffer): """Check whether a co-ordinate is within a limit (including a buffer). One dimensional, and assumes the lower limit is 0 (less the buffer).""" if position < 0 - buffer: return limit + buffer elif position > limit + buffer: return -buffer e...
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def get_frame_index(d): """Get frame index from the whole dictionary E.g., '{'index': 'data/Deploy/KLAC/KLAC0570/KLAC0570_12.jpg', 'prediction': ..., 'label': ...}' ==> (int) 12 """ return int(d['index'].split('_')[-1][:-4])
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import re def strip_project_url(url): """strip proto:// | openstack/ prefixes and .git | -distgit suffixes""" m = re.match(r'(?:[^:]+://)?(.*)', url) if m: url = m.group(1) if url.endswith('.git'): url, _, _ = url.rpartition('.') if url.endswith('-distgit'): url, _, _ = url...
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def q_normalize(q): """Return a normalized quaternion""" mag = (q[0]*q[0] + q[1]*q[1] + q[2]*q[2] + q[3]*q[3]) if mag != 0: for i in range(4): q[i] /= mag; return q
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import os import io def deal_with_empty_file_stream(data): """对于文件流的剩余长度为0的情况下,返回空字节流""" if hasattr(data, 'fileno') and hasattr(data, 'tell'): try: fileno = data.fileno() total_length = os.fstat(fileno).st_size current_position = data.tell() if total_len...
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def get_dc(si, name): """ Get a datacenter by its name. """ for dc in si.content.rootFolder.childEntity: if dc.name == name: return dc raise Exception('Failed to find datacenter named %s' % name)
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def gen_poc(*args): """ Generate poc. :param args: :return: """ return '$$$$$$'.join(args)
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import os import glob def _get_ucf_files(path): """recursively search for ucf files""" ucf_files = [] for base, dirs, _ in os.walk(path): for d in dirs: p = os.path.join(base, d) ucf_files.extend(_get_ucf_files(p)) search_path = os.path.join(path, '*.ucf') ucfs = g...
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def granularity_to_ms(time_string): """Returns millisecond representation of granularity time string""" magnitude = int("".join([c for c in time_string if c.isdigit()])) unit = "".join([c for c in time_string if c.isalpha()]) unit_in_ms = { "s": 1000, "second": 1000, "m": 60000, ...
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import argparse def process_arguments(): """ Process command line arguments """ parser = argparse.ArgumentParser(description="Enron Corpus Parser") parser.add_argument("-a", "--addressbook", help='path to e-mail addressbook', type=argparse.FileType('r'), required=True) parser.a...
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def features_labels(): """Give a name to each feature""" return ["zrc", "energy", "en_ent", "centr", "spread"] + ["mfcc{}".format(i) for i in range(13)]
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def IIN_to_DOB(IIN): """ return DOG IIN provided http://adilet.zan.kz/rus/docs/P030000565_ 1 - для мужчин, родившихся в 19 веке; 2 - для женщин, родившихся в 19 веке; 3 - для мужчин, родившихся в 20 веке; 4 - для женщин, родившихся в 20 веке; 5 - для мужчин, родившихся в 21 веке; 6 -...
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def is_curious_fraction(numerator, denominator): """ Determine if two numbers form a curious fraction. A curious fraction is where removing a number common to the numerator and denominator is equal to the original fraction. :param numerator: The numerator of the fraction as an int. :param den...
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def available_bert_model(): """ List available bert models. """ return ['multilanguage', 'base', 'small']
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import requests def get_files(master_url, pr_url, headers): """ Returns the contents of the current version of the file and of the modified version of the file in a tuple. Args: master_url (str): URL to the current version of the file pr_url (str): URL to the modified version of the f...
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def contour(ax, x, y, z, labels=True, **kwargs): """ Wrapper around Matplotlib's contour plot. We add a small convenience argument `labels` that allows to simply add clabels with a simple `labels=True`. """ cs = ax.contour(x, y, z, **kwargs) if labels: ax.clabel(cs, inline=1, fontsi...
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def bubble_sort(m): """ Sorts a list using the bubble sort algorithm. m = The unsorted list. Examples bubble_sort([4,7,6,3,2,5,1]) # => [1,2,3,4,5,6,7] Complexity: O(n^2) Returns the sorted list. """ swaps = [] for j in range(len(m)): for k in range(len(m) - 1...
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def gc_content(seq): """ GC content of a given sequence. """ seq = seq.upper() return (seq.count('G') + seq.count('C'))/len(seq)
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def get_int(row, key, ignore_start=0, ignore_end=None): """ row is the csv row to get an integer from, key is that row's column that we want to cast as int, start/end is the number of leading/trailing characters to ignore. return 0 if could not convert """ try: s = row[key][ignore_star...
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def binary(dataframe, entity_id, feature_id): """ Create binary feature dataframe using provided dataset, entity, and feature. :param dataframe: Input dataframe to create binary features :type dataframe: cudf.DataFrame :param entity_id: Entity ID. Must be a column within `dataframe` :type entit...
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def filterl_index(predicate, List): """ Return the index of elements that satisfy the predicate function. :param predicate: :param List: :return: """ result = [] for idx, e in enumerate(List): if predicate(e): result.append(idx) return result
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def parse_feats(feats): """ Helper function for dealing with the feature values that Stanza returns. They look like "Case=Nom|Gender=Fem|Number=Sing" and we convert it to a dictionary with keys "Case" (e.g. "NOM"), "Gender" (e.g. "FEM"), "Number" (e.g. "SIN"). We capitalize the values and make them 3 charac...
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import random def random_agent(network,agent1): """ Chooses a random agent relative to another agent. Meaning, if one picks 'A' and wants another random agent to make a pair, 'A' will not be chosen. Sets up a connection between two random agents. Parameters ---------- network: Cayley netw...
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def get_dna_base_from_reference(chr, start, num_seq=5, ref_fasta=None): """ Get the base of DNA from start-num_seq to start+num_seq, totally 2*num_seq+1 The center start is 0-based start position :param chr: :param start: :param end: :return: """ if ref_fasta is None: raise...
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from typing import List def fibo(nth: int) -> List[int]: """Fibonacci numbers up to the `nth` term starting with 0 and 1.""" fibos = [0, 1] for _ in range(nth - 2): # - 2 because we already have the first two fibos.append(fibos[-1] + fibos[-2]) return fibos
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def failing_tests_to_report(test_list_instance): """return failing tests to be reported for this test_list_instance""" return test_list_instance.failing_tests()
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def parameterize_cases(argnames, cases): """ This is used for parametrizing pytest test cases. argnames: a comma separated string of arguments that the test expects. cases: a dictionary of test cases. """ argnames_list = [i.strip() for i in argnames.split(',')] argvalues = [tuple(i[k] for k...
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def add_newlines_by_spaces(string, line_length): """Return a version of the passed string where spaces (or hyphens) get replaced with a new line if the accumulated number of characters has exceeded the specified line length""" replacement_indices = set() current_length = 0 for i, char in enumerate(st...
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def replace_insert(insert, compiler, **kw): """Allow replace into for insert command. This only works for MySQL. It's not standard SQL. To enable this function, the sql.flavor config must be set to mysql. """ s = compiler.visit_insert(insert, **kw) if 'mysql_replace_insert' in insert.kwargs: ...
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from typing import Any import inspect def isdata(the_object: Any) -> bool: """Check if an object is of a type that probably means it's data.""" return not ( inspect.ismodule(the_object) or inspect.isclass(the_object) or inspect.isroutine(the_object) or inspect.isframe(the_objec...
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def bool_to_pass_fail(value:bool) -> str: """Converts a boolean True to "Pass" and False to "Fail" Parameters ---------- value : bool A boolean value representing True for Pass and False for Fail Returns ------- str "Pass" or "Fail" """ if value: return "Pa...
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def get_logical_switch(client_session, logical_switch_name): """ :param client_session: An instance of an NsxClient Session :param logical_switch_name: The name of the logical switch searched :return: A tuple, with the first item being the logical switch id as string of the first Scope found with the ...
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def euklid_vektor (vec): """berechnet die Länge eines Vektors Vektor (Eingabe): Liste der Form [x1, x2, x3]""" result = (vec[0]**2 + vec[1]**2 + vec[2]**2)**0.5 return result
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def fill_headers(tree, table): """ tree -- header_tree returned from set_headers table -- built Table return -- col_leaves """ leaves = [] # sweep tree top to bottom, left to right. depth = 0 current_sweep = tree.children while current_sweep: cols_to_left = 0 ...
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import json def load_json(json_file): """ Opens json-file and returns it as dictionary :param json_file: path to json-file :type json-file: string :returns: the content of the json file as dictionary """ with open(json_file) as infile: content = json.load(infile) ret...
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import re def sanitize_for_url(word): """ Sanitizing of a word with a regex search string - everything that is not alphanumeric, a space or a colon is substituted by an empty set Args: word (str): Word to sanitize Returns: str: Sanitized string """ return re.sub('[^a-zA-Z\s:]', '', word)
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from typing import Counter def normalize_counts(counts): """Return a normalized Counter object.""" normed = Counter() total = float(sum(list(counts.values()), 0.0)) assert total > 0 # cannot normalize empty Counter for key, ct in list(counts.items()): normed[key] = ct / total return n...
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def set_icon_image(icon): """ Set Icon image or set None """ # Icon message files: https://stackoverflow.com/questions/37783878/ # is-it-possible-to-get-tkinter-messagebox-icon-image-files # ::tk::icons::warning # ::tk::icons::error # ::tk::icons::information # ::tk::icons::question if i...
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def est_query(gen_data, att_select, value_select): """estimate aggregate result according to att_select and value_select, return count() """ count = 0.0 lenquery = len(att_select) # pdb.set_trace() for record in gen_data: est_value = 0.0 for i in range(lenquery-1): ...
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def read_seq_from_fasta(fasta): """retrieves the sequence of a fasta file, returns it as string """ with open(fasta, "r") as f: seq = "" for line in f: if line: if not line.startswith(">"): # ignore header seq += line.strip() return seq.up...
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def bump_build_number(d): """ Increase the build number of a recipe, adding the relevant keys if needed. d : dict-like Parsed meta.yaml, from get_meta() """ if 'build' not in d: d['build'] = {'number': 0} elif 'number' not in d['build']: d['build']['number'] = 0 d['b...
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import ast def replace_ast_names(ast_tree, ast_param_dict): """Replace names in a tree with nodes in a dictionary. Parameters ---------- ast_tree : ast.AST tree to replace nodes in ast_param_dict : Dict[str, ast.AST] parameter dictionary mapping parameter name (name ID in the tree...
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import re def selfupdate(module, port_path): """ Update Macports and the ports tree. """ rc, out, err = module.run_command("%s -v selfupdate" % port_path) if rc == 0: updated = any( re.search(r'Total number of ports parsed:\s+[^0]', s.strip()) or re.search(r'Installing ne...
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def reduce_score_to_chords(score): """ Reforms score into a chord-duration list: [[chord_notes], duration_of_chord] and returns it """ new_score = [] new_chord = [[], 0] # [ [chord notes], duration of chord ] for event in score: new_chord[0].append(event[1]) # Append new note...
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import sqlite3 def run_query(db, sql, fetchone=False): """ Arguments: - `sql`: """ data = {} with sqlite3.connect(db) as con: cursor = con.cursor() cursor.execute(sql) if fetchone: data = cursor.fetchone() else: data = cursor.fetchall() ...
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import math def get_tile_name(x, y): """ Find which 5km National grid square contains the given point :param x: Easting :param y: Northing :return: tile_name: 5x5 km nation grid tile """ # Ensure grid boundaries are correct if y % 5000 == 0: y = y - 1 # Get first letter ...
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def cast_value_type(value, dtype): """cast_value_type Cast Value Data Type Cast value data type based on the datatype in TimeScaleDB Args: value ([type]): value to be casted dtype ([type]): TimeScaleDB data type Returns: object: casted datatype """ try: if dtyp...
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def tim2str(t): """ 方法: datetime类型转为固定格式字符串,用于从数据库取出时间转换 """ try: return t.strftime("%Y-%m-%dT%H:%M:%S+08:00") except Exception: return None
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def _get_package(): """ Workaround for missing ``__package__`` in Python 3.2 """ if(('__package__' in globals()) and (__package__ is not None)): return __package__ return __name__.split('.', 1)[0]
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def _get_prepped_model_field(model_obj, field): """ Gets the value of a field of a model obj that is prepared for the db. """ try: return model_obj._meta.get_field(field).get_prep_value(getattr(model_obj, field)) except: return getattr(model_obj, field)
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import logging def hhmm_to_seconds(inputtime:str): """Converts a time string in the from of Y-M-DTH:M to seconds""" timelist = inputtime.split('T') timenow = str(timelist[-1]) minutelist = str(timenow).split(':') logging_string = "Converted " + inputtime + " to seconds" logging.info(logging_st...
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def substructure_vec_to_substructure_dict(substructure_vec): """convert the substructure vector to dictionary with degree as key""" substructure_dict = {} for i in substructure_vec: # print(i,)) if str(len(i)) not in substructure_dict.keys(): substructure_dict[str(len(i))] = [i] ...
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import re def substitute(string, substitutions): """ Take each key in the substitutions dict. See if this key exists between double curly braces in string. If so replace with value. Example: substitute("my name is {{name}}.",{version:1,name=John}) > "my name is John" """ for key, valu...
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from pathlib import Path from typing import List def get_candidate_paths(parent: Path, name: str) -> List[Path]: """ Combines all of the candidate paths for each file for simplicity. The previous method of defining candidates individually was getting complicated. """ candidates = [ # The usual locations for t...
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import argparse def create_parser(): """Create parser to handle arguments from CLI. :return: """ parser = argparse.ArgumentParser() subparsers = parser.add_subparsers(title="Commands", dest="subparser_name") subparsers.add_parser("generate-settings", help="Generate settings.json to install " ...
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import functools def remove_all(string, substrs): """Removes a whole list of substrings from a string, returning the cleaned string. Args: string (str): A string to be filtered substrs (:obj:`list` of :obj:`strs`): The substrings to remove from the string Returns: str: string...
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def make_array_of_dicts_from_response_json(response_json, index): """ Makes array of dicts from stats.nba.com response json :param dict response_json: dict with response from request :param int index: index that holds results in resultSets array :return: list of dicts with data for each row :rt...
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def poke_32(library, session, address, data): """Write an 32-bit value to the specified address. Corresponds to viPoke32 function of the VISA library. Parameters ---------- library : ctypes.WinDLL or ctypes.CDLL ctypes wrapped library. session : VISASession Unique logical ident...
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